| Methods | AUCROC (%) | Params.(M) | Peak GPU (G) | FPS |
|---|---|---|---|---|
| DADA → MMAU | ||||
| DAPT-VideoMAE-S | 50.0 | 22 | 0.16 | 95 |
| DAPT-VideoMAE-B | 81.0 | 86 | 0.54 | 94 |
| DAPT-VideoMAE-L | 50.0 | 304 | 1.80 | 34 |
| DoTA → MMAU | ||||
| DAPT-VideoMAE-S | 50.0 | 22 | 0.16 | 95 |
| DAPT-VideoMAE-B | 78.8 | 86 | 0.54 | 94 |
| DAPT-VideoMAE-L | 50.0 | 304 | 1.80 | 34 |
| TTHF-Resnet50 | 77.2 | 140 | 0.80 | 85 |
| TTHF-ViT-B-32 | 77.0 | 161 | 1.50 | 110 |
| TTHF-ViT-L-14 | 76.9 | 448 | 5.42 | 26 |
| PromptTAD | 79.1 | 106 | 1.88 | 18 |